Search Results for author: Michal Balazia

Found 12 papers, 1 papers with code

Multimodal Vision Transformers with Forced Attention for Behavior Analysis

no code implementations7 Dec 2022 Tanay Agrawal, Michal Balazia, Philipp Müller, François Brémond

Human behavior understanding requires looking at minute details in the large context of a scene containing multiple input modalities.

Bodily Behaviors in Social Interaction: Novel Annotations and State-of-the-Art Evaluation

no code implementations26 Jul 2022 Michal Balazia, Philipp Müller, Ákos Levente Tánczos, August von Liechtenstein, François Brémond

Body language is an eye-catching social signal and its automatic analysis can significantly advance artificial intelligence systems to understand and actively participate in social interactions.

Action Detection Descriptive +1

Interpretable Gait Recognition by Granger Causality

no code implementations14 Jun 2022 Michal Balazia, Katerina Hlavackova-Schindler, Petr Sojka, Claudia Plant

We apply the graphical Granger model (GGM) to obtain the so-called Granger causal graph among joints as a discriminative and visually interpretable representation of a person's gait.

Causal Inference Gait Recognition

FLAME: Facial Landmark Heatmap Activated Multimodal Gaze Estimation

1 code implementation10 Oct 2021 Neelabh Sinha, Michal Balazia, Francois Bremond

3D gaze estimation is about predicting the line of sight of a person in 3D space.

Gaze Estimation

How Unique Is a Face: An Investigative Study

no code implementations9 Feb 2021 Michal Balazia, S L Happy, Francois Bremond, Antitza Dantcheva

Face recognition has been widely accepted as a means of identification in applications ranging from border control to security in the banking sector.

Face Recognition

Gait Recognition from Motion Capture Data

no code implementations24 Aug 2017 Michal Balazia, Petr Sojka

This paper contributes to the state-of-the-art with a statistical approach for extracting robust gait features directly from raw data by a modification of Linear Discriminant Analysis with Maximum Margin Criterion.

Gait Recognition General Classification

You Are How You Walk: Uncooperative MoCap Gait Identification for Video Surveillance with Incomplete and Noisy Data

no code implementations28 Jun 2017 Michal Balazia, Petr Sojka

This work offers a design of a video surveillance system based on a soft biometric -- gait identification from MoCap data.

Gait Identification

An Evaluation Framework and Database for MoCap-Based Gait Recognition Methods

no code implementations4 Jan 2017 Michal Balazia, Petr Sojka

As a contribution to reproducible research, this paper presents a framework and a database to improve the development, evaluation and comparison of methods for gait recognition from motion capture (MoCap) data.

Gait Recognition

Walker-Independent Features for Gait Recognition from Motion Capture Data

no code implementations22 Sep 2016 Michal Balazia, Petr Sojka

MoCap-based human identification, as a pattern recognition discipline, can be optimized using a machine learning approach.

Gait Recognition

Learning Robust Features for Gait Recognition by Maximum Margin Criterion

no code implementations14 Sep 2016 Michal Balazia, Petr Sojka

In the field of gait recognition from motion capture data, designing human-interpretable gait features is a common practice of many fellow researchers.

Gait Recognition

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